{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "from keras.optimizers import SGD\n",
    "from sklearn.preprocessing import LabelBinarizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn import datasets\n",
    "from keras import backend as K\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers.convolutional import Conv2D\n",
    "from keras.layers.convolutional import MaxPooling2D\n",
    "from keras.layers.core import Activation\n",
    "from keras.layers.core import Flatten\n",
    "from keras.layers.core import Dense\n",
    "from keras import backend as K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import matplotlib.image as mpimg\n",
    "import cv2\n",
    "import os\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.utils import shuffle\n",
    "import warnings\n",
    "from skimage import exposure\n",
    "# Load pickled data\n",
    "import pickle\n",
    "\n",
    "matplotlib.style.use('ggplot')\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "the_training_file = \"./traffic-signs-data/train.p\"\n",
    "the_testing_file = \"./traffic-signs-data/test.p\"\n",
    "\n",
    "with open(the_training_file, mode='rb') as f:\n",
    "    train = pickle.load(f)\n",
    "with open(the_testing_file, mode='rb') as f:\n",
    "    test = pickle.load(f)\n",
    "    \n",
    "X, y = train['features'], train['labels']\n",
    "x_train, x_valid, y_train, y_valid = train_test_split(X, y, stratify=y, test_size=4000, random_state=0)\n",
    "\n",
    "x_test, y_test = test['features'], test['labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1080x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 265,
       "width": 802
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure, axiss = plt.subplots(2,5, figsize=(15, 4))\n",
    "figure.subplots_adjust(hspace = .2, wspace=.001)\n",
    "axiss = axiss.ravel()\n",
    "for i in range(10):\n",
    "    index = random.randint(0, len(x_train))\n",
    "    image = x_train[index]\n",
    "    axiss[i].axis('off')\n",
    "    axiss[i].imshow(image)\n",
    "    axiss[i].set_title(y_train[index])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_rows, image_cols = 32, 32\n",
    "batch_size = 256\n",
    "num_classes = 43\n",
    "epochs = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 383
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "histogram, the_bins = np.histogram(y_train, bins=num_classes)\n",
    "the_width = 0.7 * (the_bins[1] - the_bins[0])\n",
    "center = (the_bins[:-1] + the_bins[1:]) / 2\n",
    "plt.bar(center, histogram, align='center', width=the_width)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 383
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the distribution of training data and testing data\n",
    "train_hist, train_bins = np.histogram(y_train, bins=num_classes)\n",
    "test_hist, test_bins = np.histogram(y_test, bins=num_classes)\n",
    "\n",
    "train_width = 0.7 * (train_bins[1] - train_bins[0])\n",
    "\n",
    "train_center = (train_bins[:-1] + train_bins[1:]) / 2\n",
    "\n",
    "test_width = 0.7 * (test_bins[1] - test_bins[0])\n",
    "\n",
    "test_center = (test_bins[:-1] + test_bins[1:]) / 2\n",
    "\n",
    "plt.bar(train_center, train_hist, align='center', color='red', width=train_width)\n",
    "plt.bar(test_center, test_hist, align='center', color='green', width=test_width)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_train shape: (35209, 32, 32, 3)\n",
      "35209 train samples\n",
      "12630 test samples\n"
     ]
    }
   ],
   "source": [
    "x_train = x_train.astype('float32')\n",
    "x_test = x_test.astype('float32')\n",
    "x_train /= 255\n",
    "x_test /= 255\n",
    "print('x_train shape:', x_train.shape)\n",
    "print(x_train.shape[0], 'train samples')\n",
    "print(x_test.shape[0], 'test samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert class vectors to binary class matrices\n",
    "y_train = keras.utils.to_categorical(y_train, num_classes)\n",
    "y_test = keras.utils.to_categorical(y_test, num_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "if K.image_data_format() == 'channels_first':\n",
    "    input_shape = (1, image_rows, image_cols)\n",
    "else:\n",
    "    input_shape = (image_rows, image_cols, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.add(Conv2D(16,(3,3),input_shape=(32,32,3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.add(Activation(\"relu\"))\n",
    "model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.add(Conv2D(50, (5, 5), padding=\"same\"))\n",
    "model.add(Activation(\"relu\"))\n",
    "model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.add(Flatten())\n",
    "model.add(Dense(500))\n",
    "model.add(Activation(\"relu\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.add(Dense(num_classes))\n",
    "model.add(Activation(\"softmax\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_15 (Conv2D)           (None, 30, 30, 16)        448       \n",
      "_________________________________________________________________\n",
      "activation_13 (Activation)   (None, 30, 30, 16)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2 (None, 15, 15, 16)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_16 (Conv2D)           (None, 15, 15, 50)        20050     \n",
      "_________________________________________________________________\n",
      "activation_14 (Activation)   (None, 15, 15, 50)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_8 (MaxPooling2 (None, 7, 7, 50)          0         \n",
      "_________________________________________________________________\n",
      "flatten_4 (Flatten)          (None, 2450)              0         \n",
      "_________________________________________________________________\n",
      "dense_7 (Dense)              (None, 500)               1225500   \n",
      "_________________________________________________________________\n",
      "activation_15 (Activation)   (None, 500)               0         \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 43)                21543     \n",
      "_________________________________________________________________\n",
      "activation_16 (Activation)   (None, 43)                0         \n",
      "=================================================================\n",
      "Total params: 1,267,541\n",
      "Trainable params: 1,267,541\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(loss=keras.losses.categorical_crossentropy,\n",
    "              optimizer=keras.optimizers.Adadelta(),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /Users/vaibhavverdhan/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "Train on 35209 samples, validate on 12630 samples\n",
      "Epoch 1/10\n",
      "35209/35209 [==============================] - 22s 632us/step - loss: 2.2025 - acc: 0.3971 - val_loss: 1.4474 - val_acc: 0.5604\n",
      "Epoch 2/10\n",
      "35209/35209 [==============================] - 22s 631us/step - loss: 0.5801 - acc: 0.8291 - val_loss: 0.6247 - val_acc: 0.8179\n",
      "Epoch 3/10\n",
      "35209/35209 [==============================] - 22s 629us/step - loss: 0.1937 - acc: 0.9501 - val_loss: 0.4696 - val_acc: 0.8833\n",
      "Epoch 4/10\n",
      "35209/35209 [==============================] - 22s 623us/step - loss: 0.0956 - acc: 0.9770 - val_loss: 0.4750 - val_acc: 0.8850\n",
      "Epoch 5/10\n",
      "35209/35209 [==============================] - 23s 651us/step - loss: 0.0564 - acc: 0.9876 - val_loss: 0.5317 - val_acc: 0.8864\n",
      "Epoch 6/10\n",
      "35209/35209 [==============================] - 23s 642us/step - loss: 0.0364 - acc: 0.9925 - val_loss: 0.4336 - val_acc: 0.9140\n",
      "Epoch 7/10\n",
      "35209/35209 [==============================] - 22s 630us/step - loss: 0.0251 - acc: 0.9953 - val_loss: 0.4621 - val_acc: 0.9138\n",
      "Epoch 8/10\n",
      "35209/35209 [==============================] - 22s 631us/step - loss: 0.0186 - acc: 0.9964 - val_loss: 0.4819 - val_acc: 0.9117\n",
      "Epoch 9/10\n",
      "35209/35209 [==============================] - 22s 628us/step - loss: 0.0121 - acc: 0.9981 - val_loss: 0.5061 - val_acc: 0.9124\n",
      "Epoch 10/10\n",
      "35209/35209 [==============================] - 22s 619us/step - loss: 0.0112 - acc: 0.9983 - val_loss: 0.5421 - val_acc: 0.9116\n"
     ]
    }
   ],
   "source": [
    "theLeNetModel = model.fit(x_train, y_train,\n",
    "          batch_size=batch_size,\n",
    "          epochs=epochs,\n",
    "          verbose=1,\n",
    "          validation_data=(x_test, y_test))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'acc')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "f, ax = plt.subplots()\n",
    "ax.plot([None] + theLeNetModel.history['acc'], 'o-')\n",
    "ax.plot([None] + theLeNetModel.history['val_acc'], 'x-')\n",
    "ax.legend(['Train acc', 'Validation acc'], loc = 0)\n",
    "ax.set_title('Training/Validation acc per Epoch')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('acc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'acc')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "f, ax = plt.subplots()\n",
    "ax.plot([None] + theLeNetModel.history['loss'], 'o-')\n",
    "ax.plot([None] + theLeNetModel.history['val_loss'], 'x-')\n",
    "ax.legend(['Train loss', 'Validation loss'], loc = 0)\n",
    "ax.set_title('Training/Validation loss per Epoch')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('acc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<keras.engine.sequential.Sequential at 0x1c8010a748>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#theLeNetModel.model.metrics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = theLeNetModel.model.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.000000e+00, 0.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
       "        0.000000e+00, 0.000000e+00],\n",
       "       [0.000000e+00, 1.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
       "        0.000000e+00, 0.000000e+00],\n",
       "       [0.000000e+00, 0.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
       "        0.000000e+00, 0.000000e+00],\n",
       "       ...,\n",
       "       [0.000000e+00, 0.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
       "        0.000000e+00, 0.000000e+00],\n",
       "       [0.000000e+00, 0.000000e+00, 4.105042e-23, ..., 0.000000e+00,\n",
       "        0.000000e+00, 0.000000e+00],\n",
       "       [0.000000e+00, 0.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
       "        0.000000e+00, 0.000000e+00]], dtype=float32)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "import numpy as np\n",
    "\n",
    "confusion = confusion_matrix(y_test, np.argmax(predictions,axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "confusion_matrix(y_test, np.argmax(predictions,axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c55c08128>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 585
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_cm = pd.DataFrame(cm, columns=np.unique(y_test), index = np.unique(y_test))\n",
    "df_cm.index.name = 'Actual'\n",
    "df_cm.columns.name = 'Predicted'\n",
    "plt.figure(figsize = (10,7))\n",
    "sn.set(font_scale=1.4)#for label size\n",
    "sn.heatmap(df_cm, cmap=\"Blues\", annot=True,annot_kws={\"size\": 16})# font size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(cm):\n",
    "    cm = [row/sum(row)   for row in cm]\n",
    "    fig = plt.figure(figsize=(10, 10))\n",
    "    ax = fig.add_subplot(111)\n",
    "    cax = ax.matshow(cm, cmap=plt.cm.Oranges)\n",
    "    fig.colorbar(cax)\n",
    "    plt.title('Confusion Matrix')\n",
    "    plt.xlabel('Predicted Class IDs')\n",
    "    plt.ylabel('True Class IDs')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 571,
       "width": 592
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
